Original Research

Psychometric validity and clinical utility of the GHQ-12 for screening psychological health in isolated, confined and unusual or extreme environments

Charles H. van Wijk, Chris J.B. Muller
African Journal of Psychological Assessment | Vol 8 | a195 | DOI: https://doi.org/10.4102/ajopa.v8i0.195 | © 2026 Charles H. van Wijk, Chris J.B. Muller | This work is licensed under Other
Submitted: 20 September 2025 | Published: 24 July 2026

About the author(s)

Charles H. van Wijk, Division of Health Systems and Public Health, Department of Global Health, Faculty of Medicine and Health Sciences, Stellenbosch University, Tygerberg, South Africa
Chris J.B. Muller, Department of Statistics and Actuarial Science, Faculty of Economic and Management Science, Stellenbosch University, Stellenbosch, South Africa

Abstract

This study evaluated the psychometric validity and clinical utility of the 12-item General Health Questionnaire (GHQ-12) in isolated, confined and unusual or extreme (ICUE) work environments in South Africa. Two occupational health surveillance cohorts (N = 730 and N = 128) representing diverse occupational fields completed the GHQ-12 together with validated measures of common mental disorders, psychological resilience, emotional wellbeing and mental toughness. Confirmatory factor analyses supported a bifactor model comprising a strong general factor with minimal unique variance attributable to the positive and negative item subfactors. Internal consistency was high across samples. The GHQ-12 total scores correlated positively with depression, anxiety and adjustment disorder symptoms, and negatively with psychological resilience, emotional wellbeing and mental toughness, supporting convergent validity. Test–retest reliability was moderately strong, with a minority showing marked deterioration of mental health under more stressful operational conditions, indicating the tool’s potential sensitivity to environmental stressors. The GHQ-12 total scores differentiated between individuals with and without common mental disorders, and receiver operating characteristic analyses indicated acceptable sensitivity and specificity at optimal thresholds. Introducing a ‘grey-zone’ approach with lower and upper thresholds enhanced its practical application for surveillance and triage, by improving risk identification and decision-making for occupational health practitioners.
Contribution: This study provides the first large-scale evaluation of the GHQ-12 in ICUE occupational environments in southern Africa. By combining psychometric evaluation with a clinically oriented grey-zone approach, it offers evidence to support how brief mental health tools can be applied to high-risk workplaces such as offshore vessels, submarines and polar research stations.


Keywords

grey-zone thresholds; ICUE environments; occupational mental health; resilience; screening; South Africa; validity

Sustainable Development Goal

Goal 3: Good health and well-being

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